Ohio site Asset "7136TG" Exploratory Data Analysis

Dataset statistics

Number of variables	31
Number of observations	43170
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	10.2 MiB
Average record size in memory	248.0 B

Variable types

DateTime	1
Categorical	14
Numeric	16

Alerts

`Warning 3` has constant value "0"	Constant
`Error 2` has constant value "0"	Constant
`Error 3` has constant value "0"	Constant
`SoH` has constant value "100"	Constant
`Control detail 2` has constant value "0"	Constant
`Max discharge current` has constant value "900"	Constant
`Accel-X (mg)` has constant value "0.0"	Constant
`Accel-Y (mg)` has constant value "0.0"	Constant
`Accel-Z (mg)` has constant value "0.0"	Constant
`Warning 1` is highly correlated with `Error 1` and 13 other fields	High correlation
`Error 1` is highly correlated with `Warning 1` and 13 other fields	High correlation
`Max cell voltage` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Min cell voltage` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Average cell voltage` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Pack voltage` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Charge current` is highly correlated with `Max cell voltage` and 8 other fields	High correlation
`Discharge current` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Max battery temperature` is highly correlated with `Min battery temperature` and 6 other fields	High correlation
`Min battery temperature` is highly correlated with `Max battery temperature` and 6 other fields	High correlation
`Average battery temperature` is highly correlated with `Max battery temperature` and 6 other fields	High correlation
`Max board temperature` is highly correlated with `Warning 1` and 8 other fields	High correlation
`Min board temperature` is highly correlated with `Warning 1` and 9 other fields	High correlation
`Average board temperature` is highly correlated with `Warning 1` and 9 other fields	High correlation
`Remaining capacity` is highly correlated with `Warning 1` and 16 other fields	High correlation
`Full Charge Capacity` is highly correlated with `Max battery temperature` and 4 other fields	High correlation
`SoC` is highly correlated with `Warning 1` and 14 other fields	High correlation
`GO detail` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Control detail 1` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Max charge current` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Warning 1` is highly correlated with `Error 1` and 11 other fields	High correlation
`Error 1` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Max cell voltage` is highly correlated with `Warning 1` and 9 other fields	High correlation
`Min cell voltage` is highly correlated with `Max cell voltage` and 6 other fields	High correlation
`Average cell voltage` is highly correlated with `Warning 1` and 10 other fields	High correlation
`Pack voltage` is highly correlated with `Warning 1` and 10 other fields	High correlation
`Discharge current` is highly correlated with `Min cell voltage` and 2 other fields	High correlation
`Max battery temperature` is highly correlated with `Min battery temperature` and 5 other fields	High correlation
`Min battery temperature` is highly correlated with `Max battery temperature` and 5 other fields	High correlation
`Average battery temperature` is highly correlated with `Max battery temperature` and 5 other fields	High correlation
`Max board temperature` is highly correlated with `Warning 1` and 7 other fields	High correlation
`Min board temperature` is highly correlated with `Warning 1` and 7 other fields	High correlation
`Average board temperature` is highly correlated with `Warning 1` and 6 other fields	High correlation
`Remaining capacity` is highly correlated with `Warning 1` and 8 other fields	High correlation
`Full Charge Capacity` is highly correlated with `Max battery temperature` and 3 other fields	High correlation
`SoC` is highly correlated with `Warning 1` and 8 other fields	High correlation
`GO detail` is highly correlated with `Warning 1` and 9 other fields	High correlation
`Control detail 1` is highly correlated with `Warning 1` and 9 other fields	High correlation
`Max charge current` is highly correlated with `Warning 1` and 10 other fields	High correlation
`Warning 1` is highly correlated with `Error 1` and 7 other fields	High correlation
`Error 1` is highly correlated with `Warning 1` and 7 other fields	High correlation
`Max cell voltage` is highly correlated with `Warning 1` and 10 other fields	High correlation
`Min cell voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Average cell voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Pack voltage` is highly correlated with `Max cell voltage` and 7 other fields	High correlation
`Charge current` is highly correlated with `Min cell voltage` and 5 other fields	High correlation
`Discharge current` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Max battery temperature` is highly correlated with `Min battery temperature` and 5 other fields	High correlation
`Min battery temperature` is highly correlated with `Max battery temperature` and 5 other fields	High correlation
`Average battery temperature` is highly correlated with `Max battery temperature` and 5 other fields	High correlation
`Max board temperature` is highly correlated with `Max battery temperature` and 5 other fields	High correlation
`Min board temperature` is highly correlated with `Max battery temperature` and 5 other fields	High correlation
`Average board temperature` is highly correlated with `Max battery temperature` and 5 other fields	High correlation
`Remaining capacity` is highly correlated with `Warning 1` and 8 other fields	High correlation
`Full Charge Capacity` is highly correlated with `Max battery temperature` and 2 other fields	High correlation
`SoC` is highly correlated with `Warning 1` and 7 other fields	High correlation
`GO detail` is highly correlated with `Warning 1` and 11 other fields	High correlation
`Control detail 1` is highly correlated with `Warning 1` and 10 other fields	High correlation
`Max charge current` is highly correlated with `Warning 1` and 9 other fields	High correlation
`Accel-Z (mg)` is highly correlated with `Warning 2` and 12 other fields	High correlation
`Warning 2` is highly correlated with `Accel-Z (mg)` and 8 other fields	High correlation
`SoH` is highly correlated with `Accel-Z (mg)` and 12 other fields	High correlation
`Error 2` is highly correlated with `Accel-Z (mg)` and 12 other fields	High correlation
`Accel-Y (mg)` is highly correlated with `Accel-Z (mg)` and 12 other fields	High correlation
`GO detail` is highly correlated with `Accel-Z (mg)` and 11 other fields	High correlation
`Warning 3` is highly correlated with `Accel-Z (mg)` and 12 other fields	High correlation
`Accel-X (mg)` is highly correlated with `Accel-Z (mg)` and 12 other fields	High correlation
`Warning 1` is highly correlated with `Accel-Z (mg)` and 11 other fields	High correlation
`Error 3` is highly correlated with `Accel-Z (mg)` and 12 other fields	High correlation
`Max discharge current` is highly correlated with `Accel-Z (mg)` and 12 other fields	High correlation
`Control detail 2` is highly correlated with `Accel-Z (mg)` and 12 other fields	High correlation
`Error 1` is highly correlated with `Accel-Z (mg)` and 11 other fields	High correlation
`Control detail 1` is highly correlated with `Accel-Z (mg)` and 11 other fields	High correlation
`Warning 1` is highly correlated with `Error 1` and 12 other fields	High correlation
`Error 1` is highly correlated with `Warning 1` and 12 other fields	High correlation
`Max cell voltage` is highly correlated with `Warning 1` and 13 other fields	High correlation
`Min cell voltage` is highly correlated with `Warning 1` and 13 other fields	High correlation
`Average cell voltage` is highly correlated with `Warning 1` and 14 other fields	High correlation
`Pack voltage` is highly correlated with `Warning 1` and 14 other fields	High correlation
`Charge current` is highly correlated with `Min cell voltage` and 5 other fields	High correlation
`Discharge current` is highly correlated with `Max cell voltage` and 3 other fields	High correlation
`Max battery temperature` is highly correlated with `Min battery temperature` and 4 other fields	High correlation
`Min battery temperature` is highly correlated with `Max battery temperature` and 4 other fields	High correlation
`Average battery temperature` is highly correlated with `Max battery temperature` and 4 other fields	High correlation
`Max board temperature` is highly correlated with `Warning 1` and 15 other fields	High correlation
`Min board temperature` is highly correlated with `Warning 1` and 12 other fields	High correlation
`Average board temperature` is highly correlated with `Warning 1` and 15 other fields	High correlation
`Remaining capacity` is highly correlated with `Warning 1` and 12 other fields	High correlation
`SoC` is highly correlated with `Warning 1` and 12 other fields	High correlation
`GO detail` is highly correlated with `Warning 1` and 12 other fields	High correlation
`Control detail 1` is highly correlated with `Warning 1` and 12 other fields	High correlation
`Max charge current` is highly correlated with `Warning 1` and 13 other fields	High correlation
`time` has unique values	Unique
`Charge current` has 12092 (28.0%) zeros	Zeros
`Discharge current` has 31078 (72.0%) zeros	Zeros

Reproduction

Analysis started	2022-06-20 07:39:51.783232
Analysis finished	2022-06-20 07:41:02.615658
Duration	1 minute and 10.83 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

time
Date

UNIQUE

Distinct	43170
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

Minimum	2022-04-27 00:01:02
Maximum	2022-05-27 00:00:00

Histogram

Histogram with fixed size bins (bins=50)

Warning 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

32	22954
0	20216

Length

Max length	2
Median length	2
Mean length	1.531711837
Min length	1

Characters and Unicode

Total characters	66124
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
32	22954	53.2%
0	20216	46.8%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
32	22954	53.2%
0	20216	46.8%

Most occurring characters

Value	Count	Frequency (%)
3	22954	34.7%
2	22954	34.7%
0	20216	30.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	66124	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	22954	34.7%
2	22954	34.7%
0	20216	30.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	66124	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	22954	34.7%
2	22954	34.7%
0	20216	30.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66124	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	22954	34.7%
2	22954	34.7%
0	20216	30.6%

Warning 2
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43169
32	1

Length

Max length	2
Median length	1
Mean length	1.000023164
Min length	1

Characters and Unicode

Total characters	43171
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	1 ?
Unique (%)	< 0.1%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43169	> 99.9%
32	1	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43169	> 99.9%
32	1	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
0	43169	> 99.9%
3	1	< 0.1%
2	1	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43171	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43169	> 99.9%
3	1	< 0.1%
2	1	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	43171	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43169	> 99.9%
3	1	< 0.1%
2	1	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43171	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43169	> 99.9%
3	1	< 0.1%
2	1	< 0.1%

Warning 3
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43170

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	43170
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43170	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	43170	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43170	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43170	100.0%

Error 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

32	22931
0	20239

Length

Max length	2
Median length	2
Mean length	1.53117906
Min length	1

Characters and Unicode

Total characters	66101
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
32	22931	53.1%
0	20239	46.9%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
32	22931	53.1%
0	20239	46.9%

Most occurring characters

Value	Count	Frequency (%)
3	22931	34.7%
2	22931	34.7%
0	20239	30.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	66101	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
3	22931	34.7%
2	22931	34.7%
0	20239	30.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	66101	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
3	22931	34.7%
2	22931	34.7%
0	20239	30.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	66101	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
3	22931	34.7%
2	22931	34.7%
0	20239	30.6%

Error 2
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43170

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	43170
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43170	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	43170	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43170	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43170	100.0%

Error 3
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43170

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	43170
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43170	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	43170	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43170	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43170	100.0%

Max cell voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	320
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3461.207482

Minimum	3206
Maximum	3727
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	3206
5-th percentile	3287
Q1	3327
median	3510
Q3	3554
95-th percentile	3603
Maximum	3727
Range	521
Interquartile range (IQR)	227

Descriptive statistics

Standard deviation	114.375218
Coefficient of variation (CV)	0.03304488927
Kurtosis	-1.441172062
Mean	3461.207482
Median Absolute Deviation (MAD)	71
Skewness	-0.382186088
Sum	149420327
Variance	13081.69049
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3325	1143	2.6%
3324	1013	2.3%
3328	931	2.2%
3327	835	1.9%
3322	772	1.8%
3330	591	1.4%
3510	556	1.3%
3509	541	1.3%
3512	520	1.2%
3506	513	1.2%
Other values (310)	35755	82.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3206	1	< 0.1%
3213	1	< 0.1%
3215	4	< 0.1%
3216	3	< 0.1%
3218	3	< 0.1%
3219	2	< 0.1%
3221	6	< 0.1%
3222	1	< 0.1%
3224	4	< 0.1%
3225	9	< 0.1%

Value	Count	Frequency (%)
3727	1	< 0.1%
3719	1	< 0.1%
3710	1	< 0.1%
3706	1	< 0.1%
3703	1	< 0.1%
3701	1	< 0.1%
3700	1	< 0.1%
3689	3	< 0.1%
3687	1	< 0.1%
3686	2	< 0.1%

Min cell voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	244
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3323.429627

Minimum	2992
Maximum	3450
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	2992
5-th percentile	3256
Q1	3316
median	3334
Q3	3337
95-th percentile	3375
Maximum	3450
Range	458
Interquartile range (IQR)	21

Descriptive statistics

Standard deviation	38.68226294
Coefficient of variation (CV)	0.01163926043
Kurtosis	9.557973206
Mean	3323.429627
Median Absolute Deviation (MAD)	5
Skewness	-2.394250381
Sum	143472457
Variance	1496.317466
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3336	8081	18.7%
3334	6310	14.6%
3337	4375	10.1%
3339	2754	6.4%
3333	1677	3.9%
3340	1097	2.5%
3315	838	1.9%
3313	771	1.8%
3318	678	1.6%
3328	651	1.5%
Other values (234)	15938	36.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2992	1	< 0.1%
3000	1	< 0.1%
3016	1	< 0.1%
3037	1	< 0.1%
3039	1	< 0.1%
3040	1	< 0.1%
3042	1	< 0.1%
3051	2	< 0.1%
3060	1	< 0.1%
3062	1	< 0.1%

Value	Count	Frequency (%)
3450	1	< 0.1%
3442	1	< 0.1%
3433	1	< 0.1%
3430	1	< 0.1%
3425	1	< 0.1%
3424	3	< 0.1%
3422	3	< 0.1%
3421	1	< 0.1%
3419	7	< 0.1%
3418	8	< 0.1%

Average cell voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	310
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3356.435789

Minimum	3133
Maximum	3504
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	3133
5-th percentile	3275
Q1	3324
median	3374
Q3	3385
95-th percentile	3406
Maximum	3504
Range	371
Interquartile range (IQR)	61

Descriptive statistics

Standard deviation	43.4891118
Coefficient of variation (CV)	0.01295693245
Kurtosis	1.191733564
Mean	3356.435789
Median Absolute Deviation (MAD)	18
Skewness	-1.03467174
Sum	144897333
Variance	1891.302845
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3373	1215	2.8%
3374	1163	2.7%
3375	1134	2.6%
3377	1091	2.5%
3376	1063	2.5%
3380	997	2.3%
3378	990	2.3%
3381	976	2.3%
3372	920	2.1%
3379	911	2.1%
Other values (300)	32710	75.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3133	1	< 0.1%
3138	1	< 0.1%
3152	1	< 0.1%
3155	1	< 0.1%
3164	2	< 0.1%
3165	3	< 0.1%
3169	1	< 0.1%
3170	1	< 0.1%
3172	1	< 0.1%
3173	2	< 0.1%

Value	Count	Frequency (%)
3504	1	< 0.1%
3493	1	< 0.1%
3490	1	< 0.1%
3482	1	< 0.1%
3477	1	< 0.1%
3473	1	< 0.1%
3472	1	< 0.1%
3469	2	< 0.1%
3467	2	< 0.1%
3465	2	< 0.1%

Pack voltage
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	5468
Distinct (%)	12.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	87266.49838

Minimum	81740
Maximum	91053
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	81740
5-th percentile	85145
Q1	86413
median	87716
Q3	88000
95-th percentile	88550
Maximum	91053
Range	9313
Interquartile range (IQR)	1587

Descriptive statistics

Standard deviation	1127.356072
Coefficient of variation (CV)	0.01291854369
Kurtosis	0.989219098
Mean	87266.49838
Median Absolute Deviation (MAD)	469
Skewness	-0.9938610898
Sum	3767294735
Variance	1270931.713
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
86385	181	0.4%
86346	146	0.3%
86463	131	0.3%
87710	75	0.2%
86372	72	0.2%
86387	65	0.2%
87791	65	0.2%
87775	64	0.1%
87888	63	0.1%
87762	63	0.1%
Other values (5458)	42245	97.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
81740	1	< 0.1%
82328	1	< 0.1%
82329	1	< 0.1%
82339	1	< 0.1%
82399	1	< 0.1%
82417	1	< 0.1%
82489	1	< 0.1%
82490	1	< 0.1%
82511	1	< 0.1%
82516	1	< 0.1%

Value	Count	Frequency (%)
91053	1	< 0.1%
90719	1	< 0.1%
90706	1	< 0.1%
90535	1	< 0.1%
90506	1	< 0.1%
90382	1	< 0.1%
90254	1	< 0.1%
90234	1	< 0.1%
90194	1	< 0.1%
90191	1	< 0.1%

Charge current
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	1891
Distinct (%)	4.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9259.053973

Minimum	0
Maximum	235024
Zeros	12092
Zeros (%)	28.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	336
Q3	336
95-th percentile	96928
Maximum	235024
Range	235024
Interquartile range (IQR)	336

Descriptive statistics

Standard deviation	37954.81911
Coefficient of variation (CV)	4.099211348
Kurtosis	17.46038069
Mean	9259.053973
Median Absolute Deviation (MAD)	48
Skewness	4.307767124
Sum	399713360
Variance	1440568294
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
336	19025	44.1%
0	12092	28.0%
384	5039	11.7%
208	1208	2.8%
304	1117	2.6%
288	1011	2.3%
160	230	0.5%
352	173	0.4%
256	132	0.3%
176	65	0.2%
Other values (1881)	3078	7.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	12092	28.0%
80	12	< 0.1%
128	54	0.1%
160	230	0.5%
176	65	0.2%
208	1208	2.8%
256	132	0.3%
288	1011	2.3%
304	1117	2.6%
336	19025	44.1%

Value	Count	Frequency (%)
235024	1	< 0.1%
233808	1	< 0.1%
233040	1	< 0.1%
230672	1	< 0.1%
230304	1	< 0.1%
228992	1	< 0.1%
228656	1	< 0.1%
227632	1	< 0.1%
226752	1	< 0.1%
223072	1	< 0.1%

Discharge current
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	2804
Distinct (%)	6.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8930.541024

Minimum	0
Maximum	429152
Zeros	31078
Zeros (%)	72.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	288
95-th percentile	63777.6
Maximum	429152
Range	429152
Interquartile range (IQR)	288

Descriptive statistics

Standard deviation	36748.96568
Coefficient of variation (CV)	4.114976414
Kurtosis	27.26408488
Mean	8930.541024
Median Absolute Deviation (MAD)	0
Skewness	5.058010448
Sum	385531456
Variance	1350486478
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	31078	72.0%
336	1725	4.0%
288	1461	3.4%
304	762	1.8%
256	658	1.5%
384	596	1.4%
416	553	1.3%
928	117	0.3%
5360	104	0.2%
5312	90	0.2%
Other values (2794)	6026	14.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	31078	72.0%
80	5	< 0.1%
128	3	< 0.1%
160	5	< 0.1%
208	47	0.1%
256	658	1.5%
288	1461	3.4%
304	762	1.8%
336	1725	4.0%
384	596	1.4%

Value	Count	Frequency (%)
429152	1	< 0.1%
399744	1	< 0.1%
397136	1	< 0.1%
393088	1	< 0.1%
381824	1	< 0.1%
380384	1	< 0.1%
379584	1	< 0.1%
374384	1	< 0.1%
364816	1	< 0.1%
362240	1	< 0.1%

Max battery temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	268
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.47342136

Minimum	18.2
Maximum	45
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	18.2
5-th percentile	19.5
Q1	24.9
median	29.4
Q3	33.6
95-th percentile	39.1
Maximum	45
Range	26.8
Interquartile range (IQR)	8.7

Descriptive statistics

Standard deviation	5.777802865
Coefficient of variation (CV)	0.1960343455
Kurtosis	-0.5901604217
Mean	29.47342136
Median Absolute Deviation (MAD)	4.3
Skewness	0.06520922305
Sum	1272367.6
Variance	33.38300595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.6	628	1.5%
18.4	443	1.0%
24.8	428	1.0%
30	427	1.0%
31.3	384	0.9%
24.1	381	0.9%
29.1	377	0.9%
28.1	375	0.9%
32.7	368	0.9%
28.9	363	0.8%
Other values (258)	38996	90.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.2	90	0.2%
18.3	215	0.5%
18.4	443	1.0%
18.5	360	0.8%
18.6	628	1.5%
18.7	95	0.2%
18.8	3	< 0.1%
18.9	56	0.1%
19	60	0.1%
19.1	88	0.2%

Value	Count	Frequency (%)
45	11	< 0.1%
44.9	11	< 0.1%
44.8	4	< 0.1%
44.7	9	< 0.1%
44.6	10	< 0.1%
44.5	10	< 0.1%
44.4	10	< 0.1%
44.3	11	< 0.1%
44.2	6	< 0.1%
44.1	6	< 0.1%

Min battery temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	231
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.31729442

Minimum	17.5
Maximum	41.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	17.5
5-th percentile	18.7
Q1	23.3
median	27.4
Q3	31.1
95-th percentile	36
Maximum	41.7
Range	24.2
Interquartile range (IQR)	7.8

Descriptive statistics

Standard deviation	5.18869209
Coefficient of variation (CV)	0.1899416542
Kurtosis	-0.635344562
Mean	27.31729442
Median Absolute Deviation (MAD)	3.9
Skewness	0.118704966
Sum	1179287.6
Variance	26.92252561
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17.9	570	1.3%
31.1	517	1.2%
17.7	514	1.2%
29.6	497	1.2%
31.6	493	1.1%
33.6	489	1.1%
22.6	454	1.1%
29.1	443	1.0%
30.6	431	1.0%
28.1	426	1.0%
Other values (221)	38336	88.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.5	190	0.4%
17.6	130	0.3%
17.7	514	1.2%
17.8	360	0.8%
17.9	570	1.3%
18	75	0.2%
18.1	69	0.2%
18.2	52	0.1%
18.3	43	0.1%
18.4	42	0.1%

Value	Count	Frequency (%)
41.7	15	< 0.1%
41.6	23	0.1%
41.5	5	< 0.1%
41.3	4	< 0.1%
41.2	3	< 0.1%
41.1	9	< 0.1%
41	2	< 0.1%
40.8	4	< 0.1%
40.7	4	< 0.1%
40.6	27	0.1%

Average battery temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	257
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.2988441

Minimum	17.9
Maximum	43.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	17.9
5-th percentile	19.2
Q1	24
median	28.3
Q3	32.2
95-th percentile	37.4
Maximum	43.5
Range	25.6
Interquartile range (IQR)	8.2

Descriptive statistics

Standard deviation	5.465582384
Coefficient of variation (CV)	0.1931380082
Kurtosis	-0.5892436894
Mean	28.2988441
Median Absolute Deviation (MAD)	4.1
Skewness	0.1222825495
Sum	1221661.1
Variance	29.8725908
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.1	587	1.4%
23	455	1.1%
18.3	453	1.0%
18.2	398	0.9%
30.1	364	0.8%
28.7	364	0.8%
27.7	354	0.8%
30.5	354	0.8%
24	352	0.8%
23.9	348	0.8%
Other values (247)	39141	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.9	190	0.4%
18	130	0.3%
18.1	587	1.4%
18.2	398	0.9%
18.3	453	1.0%
18.4	52	0.1%
18.5	51	0.1%
18.6	55	0.1%
18.7	48	0.1%
18.8	56	0.1%

Value	Count	Frequency (%)
43.5	5	< 0.1%
43.4	14	< 0.1%
43.3	11	< 0.1%
43.2	10	< 0.1%
43.1	8	< 0.1%
43	4	< 0.1%
42.9	7	< 0.1%
42.8	4	< 0.1%
42.7	3	< 0.1%
42.6	4	< 0.1%

Max board temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	309
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	33.7499722

Minimum	23.8
Maximum	55.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	23.8
5-th percentile	24.5
Q1	29.2
median	32.7
Q3	37.2
95-th percentile	46.2
Maximum	55.2
Range	31.4
Interquartile range (IQR)	8

Descriptive statistics

Standard deviation	6.292636718
Coefficient of variation (CV)	0.1864486489
Kurtosis	0.05396334669
Mean	33.7499722
Median Absolute Deviation (MAD)	3.8
Skewness	0.7627150671
Sum	1456986.3
Variance	39.59727686
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
24.2	578	1.3%
24.5	510	1.2%
29.7	503	1.2%
29.1	477	1.1%
29.9	472	1.1%
28.8	467	1.1%
30	462	1.1%
29.8	453	1.0%
33.2	419	1.0%
24.4	419	1.0%
Other values (299)	38410	89.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.8	1	< 0.1%
23.9	39	0.1%
24	98	0.2%
24.1	266	0.6%
24.2	578	1.3%
24.3	256	0.6%
24.4	419	1.0%
24.5	510	1.2%
24.6	67	0.2%
24.7	36	0.1%

Value	Count	Frequency (%)
55.2	1	< 0.1%
54.9	1	< 0.1%
54.5	1	< 0.1%
54.4	2	< 0.1%
54.2	1	< 0.1%
54.1	1	< 0.1%
54	1	< 0.1%
53.9	3	< 0.1%
53.8	3	< 0.1%
53.7	3	< 0.1%

Min board temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	241
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.00085244

Minimum	23.4
Maximum	47.4
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	23.4
5-th percentile	24.2
Q1	28.7
median	31.7
Q3	35
95-th percentile	40.2
Maximum	47.4
Range	24
Interquartile range (IQR)	6.3

Descriptive statistics

Standard deviation	4.675557589
Coefficient of variation (CV)	0.1461072825
Kurtosis	-0.2106609306
Mean	32.00085244
Median Absolute Deviation (MAD)	3.2
Skewness	0.3935530233
Sum	1381476.8
Variance	21.86083876
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.7	673	1.6%
29.5	524	1.2%
29.4	521	1.2%
29	498	1.2%
33.1	495	1.1%
32.1	471	1.1%
29.6	463	1.1%
29.3	461	1.1%
26.5	444	1.0%
28.8	439	1.0%
Other values (231)	38181	88.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.4	45	0.1%
23.5	94	0.2%
23.6	214	0.5%
23.7	367	0.9%
23.8	303	0.7%
23.9	336	0.8%
24	405	0.9%
24.1	339	0.8%
24.2	128	0.3%
24.3	91	0.2%

Value	Count	Frequency (%)
47.4	4	< 0.1%
47.3	3	< 0.1%
47.2	3	< 0.1%
47.1	2	< 0.1%
47	3	< 0.1%
46.9	12	< 0.1%
46.8	3	< 0.1%
46.7	16	< 0.1%
46.6	9	< 0.1%
46.5	10	< 0.1%

Average board temperature
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	271
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	32.87512856

Minimum	23.7
Maximum	51.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	23.7
5-th percentile	24.4
Q1	29
median	32.3
Q3	36.2
95-th percentile	42.9
Maximum	51.1
Range	27.4
Interquartile range (IQR)	7.2

Descriptive statistics

Standard deviation	5.389979759
Coefficient of variation (CV)	0.1639531158
Kurtosis	-0.1296719431
Mean	32.87512856
Median Absolute Deviation (MAD)	3.5
Skewness	0.5523316566
Sum	1419219.3
Variance	29.0518818
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.6	494	1.1%
29.7	492	1.1%
24.2	488	1.1%
29.9	473	1.1%
29.5	446	1.0%
26.7	445	1.0%
29.2	431	1.0%
23.9	427	1.0%
29.8	425	1.0%
28.6	415	1.0%
Other values (261)	38634	89.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
23.7	73	0.2%
23.8	132	0.3%
23.9	427	1.0%
24	343	0.8%
24.1	320	0.7%
24.2	488	1.1%
24.3	332	0.8%
24.4	145	0.3%
24.5	33	0.1%
24.6	33	0.1%

Value	Count	Frequency (%)
51.1	1	< 0.1%
50.8	1	< 0.1%
50.7	1	< 0.1%
50.6	2	< 0.1%
50.4	1	< 0.1%
50.3	2	< 0.1%
50.1	1	< 0.1%
50	1	< 0.1%
49.9	3	< 0.1%
49.8	9	< 0.1%

Remaining capacity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	7266
Distinct (%)	16.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	378964.8908

Minimum	148304
Maximum	409488
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	148304
5-th percentile	278784
Q1	363744
median	405968
Q3	406080
95-th percentile	406128
Maximum	409488
Range	261184
Interquartile range (IQR)	42336

Descriptive statistics

Standard deviation	46318.65184
Coefficient of variation (CV)	0.1222241241
Kurtosis	3.327219793
Mean	378964.8908
Median Absolute Deviation (MAD)	128
Skewness	-1.897989193
Sum	1.635991434 × 10¹⁰
Variance	2145417509
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
406080	7526	17.4%
406032	2312	5.4%
406096	2296	5.3%
405968	1781	4.1%
406064	1548	3.6%
406112	1471	3.4%
406144	1158	2.7%
406000	1122	2.6%
405936	951	2.2%
406048	819	1.9%
Other values (7256)	22186	51.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
148304	2	< 0.1%
148384	1	< 0.1%
148736	1	< 0.1%
149024	1	< 0.1%
149840	1	< 0.1%
150640	2	< 0.1%
150656	1	< 0.1%
150880	2	< 0.1%
150896	2	< 0.1%
150912	3	< 0.1%

Value	Count	Frequency (%)
409488	1	< 0.1%
406160	662	1.5%
406144	1158	2.7%
406128	362	0.8%
406112	1471	3.4%
406096	2296	5.3%
406080	7526	17.4%
406064	1548	3.6%
406048	819	1.9%
406032	2312	5.4%

Full Charge Capacity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	38
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	406045.2062

Minimum	405760
Maximum	409488
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	405760
5-th percentile	405904
Q1	406000
median	406064
Q3	406096
95-th percentile	406160
Maximum	409488
Range	3728
Interquartile range (IQR)	96

Descriptive statistics

Standard deviation	80.32715057
Coefficient of variation (CV)	0.0001978280973
Kurtosis	78.57565747
Mean	406045.2062
Median Absolute Deviation (MAD)	32
Skewness	1.356249747
Sum	1.752897155 × 10¹⁰
Variance	6452.451119
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=38)

Value	Count	Frequency (%)
406080	9165	21.2%
406096	3542	8.2%
406032	3366	7.8%
406064	3274	7.6%
406112	2535	5.9%
405968	2410	5.6%
406048	2317	5.4%
406000	2203	5.1%
406144	1730	4.0%
405984	1588	3.7%
Other values (28)	11040	25.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
405760	8	< 0.1%
405776	14	< 0.1%
405792	99	0.2%
405808	215	0.5%
405824	218	0.5%
405840	287	0.7%
405856	156	0.4%
405872	574	1.3%
405888	379	0.9%
405904	660	1.5%

Value	Count	Frequency (%)
409488	1	< 0.1%
406336	1	< 0.1%
406320	22	0.1%
406304	52	0.1%
406288	62	0.1%
406272	84	0.2%
406256	105	0.2%
406240	46	0.1%
406224	65	0.2%
406208	240	0.6%

SoC
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	65
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	93.12471624

Minimum	36
Maximum	100
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	36
5-th percentile	68
Q1	89
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	64
Interquartile range (IQR)	11

Descriptive statistics

Standard deviation	11.58831776
Coefficient of variation (CV)	0.1244386907
Kurtosis	3.153302173
Mean	93.12471624
Median Absolute Deviation (MAD)	0
Skewness	-1.861318385
Sum	4020194
Variance	134.2891086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	25800	59.8%
99	1004	2.3%
97	846	2.0%
96	744	1.7%
98	731	1.7%
95	571	1.3%
94	558	1.3%
80	547	1.3%
91	545	1.3%
86	541	1.3%
Other values (55)	11283	26.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36	6	< 0.1%
37	69	0.2%
38	6	< 0.1%
39	45	0.1%
40	18	< 0.1%
41	13	< 0.1%
42	13	< 0.1%
43	11	< 0.1%
44	14	< 0.1%
45	11	< 0.1%

Value	Count	Frequency (%)
100	25800	59.8%
99	1004	2.3%
98	731	1.7%
97	846	2.0%
96	744	1.7%
95	571	1.3%
94	558	1.3%
93	468	1.1%
92	510	1.2%
91	545	1.3%

SoH
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

100	43170

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	129510
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	100
2nd row	100
3rd row	100
4th row	100
5th row	100

Common Values

Value	Count	Frequency (%)
100	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
100	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	86340	66.7%
1	43170	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	129510	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	86340	66.7%
1	43170	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	129510	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	86340	66.7%
1	43170	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	129510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	86340	66.7%
1	43170	33.3%

GO detail
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

16	26385
21	14123
18	2647
19	15

Length

Max length	2
Median length	2
Mean length	2
Min length	2

Characters and Unicode

Total characters	86340
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	21
2nd row	21
3rd row	21
4th row	21
5th row	21

Common Values

Value	Count	Frequency (%)
16	26385	61.1%
21	14123	32.7%
18	2647	6.1%
19	15	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
16	26385	61.1%
21	14123	32.7%
18	2647	6.1%
19	15	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
1	43170	50.0%
6	26385	30.6%
2	14123	16.4%
8	2647	3.1%
9	15	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	86340	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	43170	50.0%
6	26385	30.6%
2	14123	16.4%
8	2647	3.1%
9	15	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	86340	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	43170	50.0%
6	26385	30.6%
2	14123	16.4%
8	2647	3.1%
9	15	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	86340	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	43170	50.0%
6	26385	30.6%
2	14123	16.4%
8	2647	3.1%
9	15	< 0.1%

Control detail 1
Categorical

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	4
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

224	26373
130	14123
225	2662
228	12

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	129510
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	130
2nd row	130
3rd row	130
4th row	130
5th row	130

Common Values

Value	Count	Frequency (%)
224	26373	61.1%
130	14123	32.7%
225	2662	6.2%
228	12	< 0.1%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
224	26373	61.1%
130	14123	32.7%
225	2662	6.2%
228	12	< 0.1%

Most occurring characters

Value	Count	Frequency (%)
2	58094	44.9%
4	26373	20.4%
1	14123	10.9%
3	14123	10.9%
0	14123	10.9%
5	2662	2.1%
8	12	< 0.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	129510	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
2	58094	44.9%
4	26373	20.4%
1	14123	10.9%
3	14123	10.9%
0	14123	10.9%
5	2662	2.1%
8	12	< 0.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	129510	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
2	58094	44.9%
4	26373	20.4%
1	14123	10.9%
3	14123	10.9%
0	14123	10.9%
5	2662	2.1%
8	12	< 0.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	129510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
2	58094	44.9%
4	26373	20.4%
1	14123	10.9%
3	14123	10.9%
0	14123	10.9%
5	2662	2.1%
8	12	< 0.1%

Control detail 2
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0	43170

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	43170
Distinct characters	1
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	43170	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	43170	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	43170	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	43170	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	43170	100.0%

Max charge current
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	120
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	175.2775075

Minimum	36
Maximum	320
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	337.4 KiB

Quantile statistics

Minimum	36
5-th percentile	36
Q1	74
median	111
Q3	320
95-th percentile	320
Maximum	320
Range	284
Interquartile range (IQR)	246

Descriptive statistics

Standard deviation	117.7678115
Coefficient of variation (CV)	0.6718934627
Kurtosis	-1.741553051
Mean	175.2775075
Median Absolute Deviation (MAD)	67
Skewness	0.3093953415
Sum	7566730
Variance	13869.25742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
320	16242	37.6%
36	2610	6.0%
109	918	2.1%
114	902	2.1%
104	801	1.9%
99	714	1.7%
72	628	1.5%
57	600	1.4%
67	580	1.3%
111	553	1.3%
Other values (110)	18622	43.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
36	2610	6.0%
37	229	0.5%
39	246	0.6%
40	179	0.4%
41	245	0.6%
42	247	0.6%
44	255	0.6%
45	214	0.5%
46	272	0.6%
47	285	0.7%

Value	Count	Frequency (%)
320	16242	37.6%
316	31	0.1%
312	1	< 0.1%
308	27	0.1%
304	32	0.1%
296	29	0.1%
292	31	0.1%
284	25	0.1%
280	34	0.1%
272	31	0.1%

Max discharge current
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

900	43170

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	129510
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	900
2nd row	900
3rd row	900
4th row	900
5th row	900

Common Values

Value	Count	Frequency (%)
900	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
900	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	86340	66.7%
9	43170	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	129510	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	86340	66.7%
9	43170	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	129510	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	86340	66.7%
9	43170	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	129510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	86340	66.7%
9	43170	33.3%

Accel-X (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0.0	43170

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	129510
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	86340	66.7%
Other Punctuation	43170	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	86340	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	43170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	129510	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	129510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Accel-Y (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0.0	43170

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	129510
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	86340	66.7%
Other Punctuation	43170	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	86340	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	43170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	129510	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	129510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Accel-Z (mg)
Categorical

CONSTANT
HIGH CORRELATION
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	337.4 KiB

0.0	43170

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	129510
Distinct characters	2
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0.0
2nd row	0.0
3rd row	0.0
4th row	0.0
5th row	0.0

Common Values

Value	Count	Frequency (%)
0.0	43170	100.0%

Length

Histogram of lengths of the category

Category Frequency Plot

Value	Count	Frequency (%)
0.0	43170	100.0%

Most occurring characters

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	86340	66.7%
Other Punctuation	43170	33.3%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	86340	100.0%

Other Punctuation

Value	Count	Frequency (%)
.	43170	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	129510	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	129510	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	86340	66.7%
.	43170	33.3%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	time	Max cell voltage	Min cell voltage	Average cell voltage	Pack voltage	Charge current	Discharge current	Max battery temperature	Min battery temperature	Average battery temperature	Max board temperature	Min board temperature	Average board temperature	Remaining capacity	Full Charge Capacity	SoC	SoH	GO detail	Control detail 1	Max charge current	Max discharge current
0	2022-05-17 00:01:02	3330	3318	3326	86463	0	288	37.3	34.6	35.9	40.8	39.3	40.0	307280	405920	75	100	21	130	320	900
1	2022-05-17 00:02:02	3330	3319	3326	86465	0	288	37.2	34.5	35.8	41.0	39.1	40.1	307280	405920	75	100	21	130	320	900
2	2022-05-17 00:03:02	3330	3319	3326	86474	0	288	37.2	34.5	35.8	42.6	39.0	40.8	307264	405920	75	100	21	130	320	900
3	2022-05-17 00:04:02	3330	3319	3326	86488	0	288	37.2	34.5	35.8	43.3	39.0	41.2	307264	405920	75	100	21	130	320	900
4	2022-05-17 00:05:02	3330	3319	3326	86490	0	256	37.2	34.5	35.8	44.3	39.1	41.7	307264	405920	75	100	21	130	320	900
5	2022-05-17 00:06:02	3322	3312	3319	86273	6368	0	37.2	34.3	35.7	43.6	39.3	41.4	306800	405920	75	100	21	130	320	900
6	2022-05-17 00:07:02	3265	3151	3216	84701	0	64480	37.2	34.3	35.7	41.7	39.3	40.5	305472	405920	75	100	21	130	320	900
7	2022-05-17 00:08:02	3300	3286	3294	84751	0	200800	37.2	34.3	35.7	40.3	39.1	39.7	302144	405920	74	100	21	130	320	900
8	2022-05-17 00:09:02	3248	3051	3178	84331	0	81264	37.3	34.5	35.8	39.9	38.9	39.4	300384	405904	74	100	21	130	320	900
9	2022-05-17 00:10:02	3307	3260	3294	85698	0	3584	37.3	34.6	35.9	39.5	38.7	39.1	299440	405904	73	100	21	130	320	900

Last rows

	time	Max cell voltage	Min cell voltage	Average cell voltage	Pack voltage	Discharge current	Max battery temperature	Min battery temperature	Average battery temperature	Max board temperature	Min board temperature	Average board temperature	Remaining capacity	Full Charge Capacity	SoC	SoH	GO detail	Control detail 1	Max charge current	Max discharge current
43160	2022-05-21 23:50:02	3324	3315	3321	86342	256	34.4	32.6	33.4	39.5	36.1	37.8	372784	405920	91	100	21	130	320	900
43161	2022-05-21 23:51:02	3324	3312	3319	86313	5312	34.4	32.6	33.4	38.9	36.1	37.5	372784	405920	91	100	21	130	320	900
43162	2022-05-21 23:52:02	3324	3315	3321	86342	256	34.3	32.6	33.4	37.1	36.0	36.6	372496	405920	91	100	21	130	320	900
43163	2022-05-21 23:53:02	3321	3312	3317	86220	4176	34.3	32.6	33.4	36.5	35.9	36.2	372016	405920	91	100	21	130	320	900
43164	2022-05-21 23:54:02	3325	3315	3322	86368	288	34.3	32.6	33.4	37.7	35.9	36.8	372000	405920	91	100	21	130	320	900
43165	2022-05-21 23:55:02	3325	3315	3323	86385	288	34.3	32.6	33.4	37.2	35.8	36.5	371984	405920	91	100	21	130	320	900
43166	2022-05-21 23:56:02	3327	3316	3324	86399	256	34.3	32.6	33.4	39.2	35.8	37.5	371984	405920	91	100	21	130	320	900
43167	2022-05-21 23:57:02	3327	3316	3324	86422	288	34.3	32.6	33.4	38.5	35.8	37.2	371984	405920	91	100	21	130	320	900
43168	2022-05-21 23:58:02	3328	3318	3325	86428	288	34.2	32.6	33.3	37.8	35.9	36.8	371968	405920	91	100	21	130	320	900
43169	2022-05-21 23:59:02	3328	3318	3325	86445	288	34.2	32.6	33.3	37.3	35.8	36.6	371968	405920	91	100	21	130	320	900

Overview

Variables

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Category Frequency Plot

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII